{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3466af41-8168-4ae8-ada7-ff1d4b8a4f0a",
   "metadata": {},
   "source": [
    "## 基于python3.8 版本环境"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f14207a9-f29b-4050-978f-f640a773875f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b38cf15b-f656-4617-b932-f191d93e53ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = 51212.\n",
    "f = 40742\n",
    "m_perc = m/(m+f)\n",
    "f_perc = f/(m+f)\n",
    "\n",
    "colors = ['navy','lightcoral']\n",
    "labels = ['Male','Female']\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "paches,texts,autotexts = plt.pie([m_perc,f_perc],labels=labels,autopct='%1.1f%%',explode=[0,0.05],colors=colors)\n",
    "\n",
    "for text in texts+autotexts:\n",
    "    text.set_fontsize(20)\n",
    "for text in autotexts:\n",
    "    text.set_color('white')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d28d01d2-f2de-4a90-93d4-964976e8ce1b",
   "metadata": {},
   "source": [
    "设置子图布局"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a032c28d-f901-4992-8a5a-bcd5c3d1d1e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = plt.subplot2grid((3,3),(0,0))\n",
    "ax2 = plt.subplot2grid((3,3),(1,0))\n",
    "ax3 = plt.subplot2grid((3,3),(0,2),rowspan=3)\n",
    "ax4 = plt.subplot2grid((3,3),(2,0),colspan=2)\n",
    "ax4 = plt.subplot2grid((3,3),(0,1),rowspan=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ffdfe92-2193-4b08-b552-e642ce2840d5",
   "metadata": {},
   "source": [
    "嵌套退"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4546aec6-7bc4-4727-b30b-1579764f214c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21d943acc40>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "x = np.linspace(0,10,1000)\n",
    "y2 = np.sin(x**2)\n",
    "y1 = x**2\n",
    "\n",
    "fig,ax1 = plt.subplots()\n",
    "left,bottom,width,height = [0.22,0.45,0.3,0.35]\n",
    "ax2 = fig.add_axes([left,bottom,width,height])\n",
    "\n",
    "ax1.plot(x,y1)\n",
    "ax2.plot(x,y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6080d1b2-6528-4ad6-9197-39a08262c5d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "\n",
    "def autolabel(rects):\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        ax1.text(rect.get_x() + rect.get_width()/2.,1.02 * height,\n",
    "                \"{:,}\".format(float(height)),\n",
    "                ha = 'center',va='bottom',fontsize=18)\n",
    "        \n",
    "top10_arrivals_countries = ['CANADA','MEXICO','UNITED\\nKINGDOM',\\\n",
    "                           'JAPAN','CHINA','GERMANY','SOUTH\\nKOREA',\\\n",
    "                           'FRANCE','BRAZIL','AUSTRALIA']\n",
    "top10_arrivals_values = [16.625687,15.378026,3.934508,2.999718,\\\n",
    "                        2.618737,1.769498,1.628563,1.419409,\\\n",
    "                        1.393710,1.136974]\n",
    "arrivals_countries = ['WESTERN\\nEUROPE','ASIA','SOUTH\\nAMERICA',\\\n",
    "                     'OCEANIA','CARIBBEAN','MIDDLE\\nEAST',\\\n",
    "                     'CENTRAL\\nAMERICA','EASTERN\\nEUROPE','AFRICA']\n",
    "\n",
    "arrivals_percent = [36.9,30.4,13.8,4.4,4.0,3.6,2.9,2.6,1.5]\n",
    "\n",
    "fig,ax1 = plt.subplots(figsize=(20,12))\n",
    "rects1 = ax1.bar(range(10),top10_arrivals_values,color='blue')\n",
    "plt.xticks(range(10),top10_arrivals_countries,fontsize=18)\n",
    "ax2 = inset_axes(ax1,width=6,height=6,loc=5)\n",
    "explode = (0.08,0.08,0.05,0.05,0.05,0.05,0.05,0.05,0.05,)\n",
    "patches,texts,autotexts = ax2.pie(arrivals_percent,labels = arrivals_countries,autopct='%1.1f%%',explode=explode)\n",
    "\n",
    "for text in texts+ autotexts:\n",
    "    text.set_fontsize(16)\n",
    "for spine in ax1.spines.values():\n",
    "    spine.set_visible(False)\n",
    "\n",
    "autolabel(rects1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ae0f296c-c45b-4482-be7c-15a392e627c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from matplotlib.patches import Circle, Wedge, Polygon, Ellipse\n",
    "from matplotlib.collections import PatchCollection\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "patches = []\n",
    "\n",
    "# Full and ring sectors drawn by Wedge((x,y),r,deg1,deg2)\n",
    "leftstripe = Wedge((.46, .5), .15, 90,100)           # Full sector by default\n",
    "midstripe = Wedge((.5,.5), .15, 85,95)                      \n",
    "rightstripe = Wedge((.54,.5), .15, 80,90)\n",
    "lefteye = Wedge((.36, .46), .06, 0, 360, width=0.03)  # Ring sector drawn when width <1\n",
    "righteye = Wedge((.63, .46), .06, 0, 360, width=0.03)\n",
    "nose = Wedge((.5, .32), .08, 75,105, width=0.03)\n",
    "mouthleft = Wedge((.44, .4), .08, 240,320, width=0.01)\n",
    "mouthright = Wedge((.56, .4), .08, 220,300, width=0.01)\n",
    "patches += [leftstripe,midstripe,rightstripe,lefteye,righteye,nose,mouthleft,mouthright]\n",
    "\n",
    "# Circles\n",
    "leftiris = Circle((.36,.46),0.04)\n",
    "rightiris = Circle((.63,.46),0.04)\n",
    "patches += [leftiris,rightiris]\n",
    "\n",
    "# Polygons drawn by passing coordinates of vertices\n",
    "leftear = Polygon([[.2,.6],[.3,.8],[.4,.64]], True)\n",
    "rightear = Polygon([[.6,.64],[.7,.8],[.8,.6]], True)\n",
    "topleftwhisker = Polygon([[.01,.4],[.18,.38],[.17,.42]], True)\n",
    "bottomleftwhisker = Polygon([[.01,.3],[.18,.32],[.2,.28]], True)\n",
    "toprightwhisker = Polygon([[.99,.41],[.82,.39],[.82,.43]], True)\n",
    "bottomrightwhisker = Polygon([[.99,.31],[.82,.33],[.81,.29]], True)\n",
    "patches+=[leftear,rightear,topleftwhisker,bottomleftwhisker,toprightwhisker,bottomrightwhisker]\n",
    "\n",
    "# Ellipse drawn by Ellipse((x,y),width,height)\n",
    "body = Ellipse((0.5,-0.18),0.6,0.8)\n",
    "patches.append(body)\n",
    "\n",
    "# Draw the patches\n",
    "colors = 100*np.random.rand(len(patches)) # set random colors\n",
    "p = PatchCollection(patches, alpha=0.4)\n",
    "p.set_array(np.array(colors))\n",
    "ax.add_collection(p)\n",
    "\n",
    "# Show the figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f775cbd6-17f3-453b-999c-6da162b2a4e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0, 10, 0.005)\n",
    "y = np.exp(-x/2.) * np.sin(2*np.pi*x)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, y)\n",
    "ax.set_xlim(0, 10)\n",
    "ax.set_ylim(-1, 1)\n",
    "\n",
    "xdata, ydata = 5, 0\n",
    "# This computing the transform now, if anything\n",
    "# (figure size, dpi, axes placement, data limits, scales..)\n",
    "# changes re-calling transform will get a different value.\n",
    "xdisplay, ydisplay = ax.transData.transform((xdata, ydata))\n",
    "\n",
    "bbox = dict(boxstyle=\"round\", fc=\"0.8\")\n",
    "arrowprops = dict(\n",
    "    arrowstyle=\"->\",\n",
    "    connectionstyle=\"angle,angleA=0,angleB=90,rad=10\")\n",
    "\n",
    "offset = 72\n",
    "ax.annotate(f'data = ({xdata:.1f}, {ydata:.1f})',\n",
    "            (xdata, ydata), xytext=(-2*offset, offset), textcoords='offset points',\n",
    "            bbox=bbox, arrowprops=arrowprops)\n",
    "\n",
    "disp = ax.annotate(f'display = ({xdisplay:.1f}, {ydisplay:.1f})',\n",
    "                   (xdisplay, ydisplay), xytext=(0.5*offset, -offset),\n",
    "                   xycoords='figure pixels',\n",
    "                   textcoords='offset points',\n",
    "                   bbox=bbox, arrowprops=arrowprops)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0e0e9a2f-0d7f-451f-8e5f-c885f23f731b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21d95e6ed00>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from cycler import cycler\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib as mpl\n",
    "\n",
    "mpl.rcParams['lines.linewidth'] = 2\n",
    "mpl.rcParams['lines.linestyle'] = '--'\n",
    "data = np.random.randn(50)\n",
    "plt.plot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b1ff577e-7bce-43da-a914-6d54cb9c9d5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.linspace(0, 2 * np.pi, 200)\n",
    "y = np.sin(x)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e87fe15f-82e4-4cec-b9ac-21ebd8adf841",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
